{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "initial_id",
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from cProfile import label\n",
    "\n",
    "'''\n",
    "折线图 plot\n",
    "条形图 bar\n",
    "饼图 pie\n",
    "散点图 scatter\n",
    "箱线图 boxplot\n",
    "多个图标\n",
    "组合图\n",
    "'''"
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T07:10:00.951969Z",
     "start_time": "2025-10-17T07:10:00.809487Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1.绘制折现图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei'\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "month = ['1月','2月','3月','4月']\n",
    "sales = [100,150,80,130]\n",
    "# 绘制折线图\n",
    "plt.plot(month,sales,label='产品A',color='orange',linewidth=2,linestyle='--',marker='o')\n",
    "# 添加标题\n",
    "plt.title('2025年销售趋势',color='red',fontsize=20)\n",
    "# 添加坐标轴的标签\n",
    "plt.xlabel('月份',fontsize=10)\n",
    "plt.ylabel('销售额（万元）',fontsize=10)\n",
    "# 添加图例\n",
    "plt.legend(loc='upper left')\n",
    "# 添加网格线\n",
    "plt.grid(True,alpha=0.1,color='gray',linestyle='--')\n",
    "# plt.grid(axis='y')\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(rotation = 0,fontsize=12)\n",
    "plt.yticks(rotation = 0,fontsize=12)\n",
    "# 设置y轴的范围\n",
    "plt.ylim(0,160)\n",
    "# 在每个数据点上显示数值\n",
    "for x,y in zip(month,sales):\n",
    "    plt.text(x,y + 1,str(y),ha='center',va='bottom',fontsize=10)\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "3b96ba1796d9ef30",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T07:36:54.789531Z",
     "start_time": "2025-10-17T07:36:54.616596Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1.绘制柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei'\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# # 要绘图的数据\n",
    "subjects = ['语文','数学','英语','科学']\n",
    "scores = [85,92,78,88]\n",
    "# # 绘制柱状图\n",
    "plt.bar(subjects,scores,label='小红',color='orange',width=0.6)\n",
    "# # 添加标题\n",
    "plt.title('2025年成绩分布',color='red',fontsize=20)\n",
    "# # 添加坐标轴的标签\n",
    "plt.xlabel('科目',fontsize=10)\n",
    "plt.ylabel('分数',fontsize=10)\n",
    "# # 添加图例\n",
    "plt.legend(loc='upper right')\n",
    "# # 添加网格线\n",
    "plt.grid(axis='y',alpha=0.1,color='gray',linestyle='--')\n",
    "# # plt.grid(axis='y')\n",
    "# # 设置刻度字体大小\n",
    "plt.xticks(rotation = 0,fontsize=12)\n",
    "plt.yticks(rotation = 0,fontsize=12)\n",
    "# # 设置y轴的范围\n",
    "plt.ylim(0,100)\n",
    "# # 在每个数据点上显示数值\n",
    "for x,y in zip(subjects,scores):\n",
    "    plt.text(x,y + 1,str(y),ha='center',va='bottom',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "9044482f11141d7d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 45
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T07:44:19.723592Z",
     "start_time": "2025-10-17T07:44:19.611633Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1.绘制条形图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei'\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "countries = ['United States','China','Japan','Germany','India']\n",
    "gdp = [92,78,43,22,8]\n",
    "# 绘制条形图\n",
    "plt.barh(countries,gdp,color='orange')\n",
    "# 添加标题\n",
    "plt.title('2025年GDP排名',color='red',fontsize=20)\n",
    "# 添加坐标轴的标签\n",
    "plt.xlabel('GDP',fontsize=10)\n",
    "plt.ylabel('国家',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "4026313b84c68c32",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 51
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T07:53:20.344444Z",
     "start_time": "2025-10-17T07:53:20.250497Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1.绘制饼图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei'\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "things = ['学习','娱乐','运动','睡觉','其他']\n",
    "times = [6,4,1,8,5]\n",
    "colors = ['#66b3ff','#99ff99','#ffcc99','#ff9999','#ff4499'] # 配色\n",
    "# 绘制饼图\n",
    "plt.pie(times,labels=things,\n",
    "        autopct='%.1f%%', # 显示百分比\n",
    "        startangle=90, # 调整初始画图的角度\n",
    "        colors=colors\n",
    "        )\n",
    "# 添加标题\n",
    "plt.title('一天时间分布',color='red',fontsize=20)\n",
    "# # 添加坐标轴的标签\n",
    "# plt.xlabel('GDP',fontsize=10)\n",
    "# plt.ylabel('国家',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "a77a225ad5018460",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 61
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T08:04:12.233892Z",
     "start_time": "2025-10-17T08:04:12.115877Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1.绘制环形图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei'\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "things = ['学习','娱乐','运动','睡觉','其他']\n",
    "times = [6,4,1,8,5]\n",
    "colors = ['#66b3ff','#99ff99','#ffcc99','#ff9999','#ff4499'] # 配色\n",
    "# 绘制饼图\n",
    "plt.pie(times,labels=things,\n",
    "        autopct='%.1f%%', # 显示百分比\n",
    "        startangle=90, # 调整初始画图的角度\n",
    "        colors=colors, # 设置饼图配色\n",
    "        wedgeprops={'width':0.6}, # 设置圆环宽度\n",
    "        pctdistance=0.7 # 设置百分比数组的位置\n",
    "        )\n",
    "# 添加标题\n",
    "plt.title('一天时间分布',color='red',fontsize=20)\n",
    "plt.text(0,0,'总计：\\n100%',ha='center',va='bottom',fontsize=10)\n",
    "# # 添加坐标轴的标签\n",
    "# plt.xlabel('GDP',fontsize=10)\n",
    "# plt.ylabel('国家',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "1e53ddf2bd4dd5d7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 68
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T08:06:51.551632Z",
     "start_time": "2025-10-17T08:06:51.413630Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1.绘制爆炸式饼图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei'\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "things = ['学习','娱乐','运动','睡觉','其他']\n",
    "times = [6,4,1,8,5]\n",
    "colors = ['#66b3ff','#99ff99','#ffcc99','#ff9999','#ff4499'] # 配色\n",
    "explode = [0.1,0,0,0,0] # 设置突出块的位置\n",
    "# 绘制饼图\n",
    "plt.pie(times,labels=things,\n",
    "        autopct='%.1f%%', # 显示百分比\n",
    "        startangle=0, # 调整初始画图的角度\n",
    "        colors=colors,\n",
    "        explode=explode, #设置突出块的位置\n",
    "        shadow=True,\n",
    "        )\n",
    "# 添加标题\n",
    "plt.title('一天时间分布',color='red',fontsize=20)\n",
    "# # 添加坐标轴的标签\n",
    "# plt.xlabel('GDP',fontsize=10)\n",
    "# plt.ylabel('国家',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "5f3f6b2c8acf4e75",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 72
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T08:49:15.437979Z",
     "start_time": "2025-10-17T08:49:15.262954Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1.绘制散点图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "import random\n",
    "# rcParams['font.family'] = 'SimHei'\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "# 要绘图的数据\n",
    "x = []\n",
    "y = []\n",
    "for i in range(100):\n",
    "    tmp = random.uniform(0,10)\n",
    "    x.append(tmp)\n",
    "    tmp2 = 2* tmp + random.gauss(0,2)\n",
    "    y.append(tmp2)\n",
    "\n",
    "# 绘制散点图\n",
    "plt.scatter(x,y,\n",
    "            color='blue',\n",
    "            alpha=0.5,\n",
    "            s=20, # 圆点大小\n",
    "            label='数据'\n",
    "            )\n",
    "# 添加标题\n",
    "plt.title('X变量与Y变量的关系',color='red',fontsize=20)\n",
    "# 添加坐标轴的标签\n",
    "plt.xlabel('X自变量',fontsize=10)\n",
    "plt.ylabel('Y因变量',fontsize=10)\n",
    "# 添加图例\n",
    "plt.legend(loc='upper left')\n",
    "# 添加网格线\n",
    "plt.grid(True,alpha=0.1,color='gray',linestyle='--')\n",
    "# plt.grid(axis='y')\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(rotation = 0,fontsize=12)\n",
    "plt.yticks(rotation = 0,fontsize=12)\n",
    "# 设置y轴的范围\n",
    "plt.ylim(0,30)\n",
    "plt.plot([0,10],[0,20],color='red',linestyle='-',linewidth=2)\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "3fa0f68f071d1149",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 98
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T09:00:58.154119Z",
     "start_time": "2025-10-17T09:00:58.011474Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 箱线图\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 模拟 3 门课的成绩\n",
    "data = {\n",
    "    '语文': [82,85,88,70,90,76,84,83,95],\n",
    "    '数学': [75,80,79,93,88,82,87,89,92],\n",
    "    '英语': [70,72,68,65,78,80,85,90,95]\n",
    "}\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.boxplot(data.values(),labels=data.keys())\n",
    "\n",
    "plt.title('各科成绩分布（箱线图）')\n",
    "# plt.ylable(\"分数\")\n",
    "plt.grid(True,axis='y',alpha=0.5,linestyle='--')\n",
    "plt.show()"
   ],
   "id": "d6f6147809503c65",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 103
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "'''\n",
    "折线图：趋势随时间变化\n",
    "条形图/柱状图：类别之间对比\n",
    "饼图：整体组成比例\n",
    "散点图：两变量相关性\n",
    "箱线图：数据分布、异常\n",
    "'''"
   ],
   "id": "4417b31cc362d0a3"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T09:10:17.800566Z",
     "start_time": "2025-10-17T09:10:17.470119Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 多个图的绘制方法\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 要绘图的数据\n",
    "month = ['1','2','3','4']\n",
    "sales = [100,150,80,130]\n",
    "\n",
    "# 动态图表的生成\n",
    "# f1 = plt.subplot(2,2,1) # 生成一个子图，行 列 索引\n",
    "f1 = plt.subplot(221) # 生成一个子图，行 列 索引\n",
    "f1.plot(month,sales)\n",
    "\n",
    "f2 = plt.subplot(2,2,2)\n",
    "f2.bar(month,sales)\n",
    "\n",
    "f3 = plt.subplot(2,2,3)\n",
    "f3.scatter(month,sales)\n",
    "\n",
    "f4 = plt.subplot(224)\n",
    "f4.barh(month,sales)"
   ],
   "id": "494e5f2f2414a0a5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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uKgZ6q/Drh+OE1FBdXQ2dTgej0eiYp9frkZiYiODgYGRlZUGSpC4tIyL5YBDpAzXXmvCb7QYAwC+Sb0eE1ldwRc7zyF3DEOzrhfO1Ddh1/JLocqgLrpgb8frOEwCAFx4YhbDA/r9ct6qqCqmpqW1CiNVqRVpaGsaPH4+ioiIYDAbk5+ffchkRyQuDSB/4zfYS1NY3Y/QQf8cIglwM8Fbh50mRAIB1bHDmFl752ABLYwsShgXiibtHCKkhMzMTmZmZbebt2LEDJpMJq1atQnR0NLKzs7F+/fpbLiMieWEQcbL9Z6rwv4fPQ6EAsh8ZAy8Z9mh4/O5IeKuUOHzuKg6drRVdDnXis5NX8PE3FVAqgOzpY6BSivmJMC8vD4sXL24zr7i4GElJSfD1tY8YJiQkwGAw3HJZe6xWK8xmc5uJiNwDT5t3osbmViz7QA8AeHxiJMYNDxZcUd8Y7O+DjLuGYnPReaz/ohTjI8eLLonaUd/U4ng/PjVZh/hwcT1DoqJu7iZsNpuh0/17xFChUEClUqG2trbTZcHBN3+ucnJysGLFih7XN+Kl7T3+2/5mzJ0mugQip5Lf13WB/vp/Z1BadQ0h/hpkpYwSXU6fevoe+38sO/WXUF5TL7gaas8f9pzGhasNCA8agF/e73o9Q9RqNTQaTZt5Pj4+qK+v73RZe5YuXQqTyeSYyst5VReRu2AQcZJvr9Rhzf/Ze4b8Oi0OAT7u3TPkVkYN8ceU20Ngk+xX0JBrMVw0Y12B/d/llfQ4DHTBniFarRaVlZVt5lksFnh7e3e6rD0ajQYBAQFtJiJyDwwiTiBJEn71wTE0t0r4j9GD8dCYIaJL6hdzr5+Iu/nrcpgamgVXQze02uzvx1abhAfjh+DHd7hmz5DExEQUFhY6HhuNRlitVmi12k6XEZG8MIg4wXtF53GwrAYDvFRY8XCcLHqGdMW9IwdhVKg/rjW1YtPBc6LLoes2HjiLo+VX4adRC+sZ0hVTpkyByWTChg0bAAC5ublITk6GSqXqdBkRyQuDSC9V1Vnxm09KAAC/vH+krHqG3IpCocDT99pHRfL3G9HcahNcEV02N+L/7TwJAPivlFEIDfARXFHH1Go18vLy8OyzzyI0NBTvv/8+cnNzb7mMiOTF9X44djPZ20tgamjGHWEBeGqyvHqGdEX62KH4fztPosLUiE+OVSB9bLjokjzaim3HYbG2YGxEEGZNjBRdzk2+3x01IyMDp0+fRlFRESZNmoSQkJAuLSMi+WAQ6YUvTldhy5ELUCiAnEfGQC3DniG3olGr8OTdkfjdp6ewtqAUD9851GN+mnI1e0ou45Njl6BSKoT2DOmu8PBwhIe3H2A7W0ZE8tDt/znbu1/E1q1bERUVBbVajYkTJ6KkpMSxTK73i2hsbsWyD48BAJ5IisTYiCCxBQk0KykSPl5K6C+YcaCsRnQ5HumatQX/s/U4APtJxLFDedUIEbmHbgWR9u4XcebMGcyZMwe5ubm4cOECIiMjMXfuXADyvl/EXz77FsbqeoQGaPDCA/LuGXIr2oHe+Mm4YQDY9l2U1f865egZsjh5pOhyiIi6rFtBpL37RZSUlCA7OxszZsxAaGgo5s+fj6KiIgDyvV/E6csWvLHvDABgxcNx8Jd5z5CuuHFPnX+VXEFpZZ3gajyL/oIJf/vSCAB4bXo8fL35iysRuY9uBZH27heRmpqKZ5991vH45MmTiImJAdD9+0UArn/PCJvt3z1Dku8YjAfiPKNnyK1Ehfgh+Y7BAID1X7DBWX/5bs+QaQlhuG/UYNElERF1S7eCSHv3i/iupqYmrFy5EgsWLADQ+b0kOpKTk4PAwEDHFBER0Z0S+9zmonJ8bayFr7cKK9LjeWLmd8y91/7+eP/QedRcaxJcjWd4+ysjvjlvgr+PGstTY0WXQ0TUbU69zGPZsmXw8/PDM888A6Dze0l0xJXvGVFpsSL7es+Q5++/HeFBAwRX5Fom6rSIDw+AtcWGdwvPii5H9ipMDVi5+xQA4MWU0Rjswj1DiIg64rQg8umnn+KNN97Axo0b4eVlP2eiu/eLAFz7nhGvbTfA3NiCuKEBmD1phOhyXI5CocB/Xh8Veeurs2hsbhVckbz9+qPjqLO24K7hQZg5YbjocoiIesQpQaS0tBSzZs3CmjVrEBv77+FhOd0v4vNTldh69CKUHtwzpCseGhOGsEAfVNVZ8VHxRdHlyNbu45ew6/hlqJUK5DwyBko36RlCRPR9vf7ftKGhAampqcjIyEB6ejrq6upQV1cHSZJkc7+IhqZWLPtQDwB4ctIIJAwLEluQC/NSKR2jResLymTTN8aV1FlbsPwje8+Q/5wShdFDXGfUkIiou3odRHbt2oWSkhKsXbsW/v7+juns2bOyuV/En/aexrmaegwJ8MGSqZ7dM6QrMicMx0BvFU5etqDgdJXocmRn1e5TqDA1IkI7AIv+gz1DiMi99ajhwHe/5WZkZHT6rdfd7xdx8pIFeZ/bm3StSI+Dn4Y9Gm4lcIAXZiRG4O9fGrG2oBRTbnevf3NXduy8Cfn77ZdHv5YxBgO83Wt0kYjo+/rlRIfw8HCkp6e7XQi50TOkxSZhamwoe4Z0w1OTdVAqgILTVTh5ySK6HFloabVh6QffwCYBD985FD9kwCMiGeAZl534x9fncOhsLQZ6q/Drh+NEl+NWIrS+SIm3Bze2fXeOt746C/0FMwJ81FiWeofocoiInIK/M3TgiqURuTtOAACWTB2FoewZ0m1z743CJ8cuYevRi8hKGYXB/uxz0VMXrzbgd7tPAgBeevAO7kvyWCNe2i66hG4x5k4TXYLL44hIB179uASWxhaMCQ/Ek+wZ0iPjhgdj3PAgNLXa8PZXbHDWG8s/Oo76plb8IDIYmYmu1W2YiKg3GETa8X8nr2Bb8b97hqjYo6HHbjQ4e6fwLBqa2OCsJ3bqL+FTg71nSDZ7hhCRzDCIfM93e4bMmaxDfHig4Irc29S4IYjQDkBtfTP+9/B50eW4HUtjM359vWfIvB9G4fZQf8EVERE5F4PI9/xhz2mcr23A0EAfPH//7aLLcXsqpQJPTbbf+PBvX5TBZmODs+743e5TuGRuRORtvljIniFEJEMMIt9RUmHG2utXeLySHo+B7BniFD/9QQT8fdQorbqGvSeuiC7HbRSXX8VbXxkBAK9lxMPHiz1DiEh+GESus9kkLN1yDK02CSlxQ5AcGyq6JNnw06gxc6L9pmzrvuClvF3R0mrD0i3HIElAxtihuHcke4YQkTwxiFz37sFzOFp+FX4aNXuG9IHZk0ZArVSgsLQG+gsm0eW4vPz9RhgqzAgc4IVlqbG3/gMiIjfFIALgsrkR/+96z5CsB0ZhSCB7NDhbWOAApCaEAWCDs1s5X1uP3+0+BQD41UOjMchPI7giIqK+wyAC4JVtBlisLbgzIgiPJ0WKLke25l6/lPfjbypQYWoQXI1rkiQJ/7P1OBqaWzFhhBY/Hc+eIUQkbx4fRPaeuIztxyqgUiqQPT2ePUP6UHx4IJKitGixScjfbxRdjkvaqb+EvSeuwEulQPYj8ewZQkSy59FBpL6pBf/9ob1Hw9P36BA3lD1D+trce+yjIhsPnEOdtUVwNa7F3NiM5dd7hsz/YTRiBrNnCBHJn0cHkdX/Oo0LVxsQHjQAv0hmj4b+8B+jByNq0EBYGlvwXlG56HJcyspdJ3HFYsWI23yx4L4Y0eUQEfULjw0ixy+asP6LMgD2Hg2+3uwZ0h+USgWeuud6g7Mvy9DKBmcAgCPnavF2of1+PL+ZPoY9Q4jIY3hkEGm1SfjV9Z4h08aE4b7Rg0WX5FF+Mm4Ygn29UF7TgN3HL4kuR7jm7/QMeWRcOCbHDBJdEhFRv/HIIPJO4VkUnzfBX6PG/6SxR0N/G+CtclydtJaX8uJvX5ThxCULgny98PJDd4guh4ioX3lcELlkasRvd50EAPzXg6MRGsCeISL8/O5IeKuUOHzuKg6drRVdjjDlNfX4/b9u9Ay5A7exZwgReRiPCyK//ug46qwtGBsRhFkThosux2MN9vdB+tihAID1Htr23d4zRI/GZhsm6rT46fhhoksiIup3HhVEPjVcxs7jl6BWKpDzyBj2aBDsRoOznfpLKK+pF1xN/9t+rAKfnayEt0qJ30wfA4WC70ci8jweE0SuWVuwfKsegP0/wDvCAgRXRKOG+GPK7SGwSfYraDyJqaEZK7YZAADzfxSNmMF+gisiIhLDY4LIqk9P4aKpEcOCB2Dxj9kzxFXMvX4p7+avy2FqaBZcTf/57a4TqLRYETVoIBbcFy26HCIiYTwiiOgvmPD3L//dM2SAN3s0uIp7Rw7CqFB/XGtqxaaD50SX0y8Ona3Fuwfsr/U308dAo+b7kYg8l+yDSKtNwtItx2CTgLQ7h+JHo9gzxJUoFAo8fa99VCR/vxHNrTbBFfWt5lYbfnW9Z8ij44fh7ujbRJdERCSU7IPIW/uNOHbBBH8fNf47lT0aXFH62KEY5KdBhakRnxyrEF1On1pXUIaTly3QDvRmzxAiIsg8iFy82oDf7bb3DHnpwdEY7M+eIa5Io1bhybv/3eBMkuTZ9v1cdT3+sMfeM+Tlh+5A8EBvwRUREYkn6yDy64+O41pTK8ZHBuOxRPYMcWWzkiLh46WE/oIZB8pqRJfjdJIkYdn1niGTom/DI+PCRZdEROQSZBtEdh2/hN2Gy1ArFciezp4hrk470Bs/GWdv6LVOhm3ft31Tgc9PVcJbrcRrGfHsGUJEdJ0sg0idtQXLtx4HADwzJQqjhvgLroi64unrl/L+q+QKSivrBFfjPKb6Zryyzf5+/P/ui0FUCHuGEBHdIMsg8rvdJ3HJ3IjhWl8sYs8QtxEV4ofkO+xXNa3/Qj4NznJ3nkBVXROiQwZi3g+jRJfjchYuXAiFQuGYYmJiAAB6vR6JiYkIDg5GVlaWbM8dIvJ0sgsi35y/irf2GwHYe4b4eLFHgzu50fb9fw+fR821JsHV9F6RsQb/uN4fJZs9Q9p16NAhbN++HbW1taitrcWRI0dgtVqRlpaG8ePHo6ioCAaDAfn5+aJLJaI+0O0gUl1dDZ1OB6PR6JjX2TeX/vxW09Jqc/QMSR87FFNuD+mzbVHfmKjTIj48AI3NNrxbeFZ0Ob3S1GJ/PwLAz34QgYlR7BnyfS0tLdDr9ZgyZQqCgoIQFBQEf39/7NixAyaTCatWrUJ0dDSys7Oxfv160eUSUR/oVhCpqqpCampqmxDS2TeX/v5Wk7/fiOMXzQgc4IX/To3ts+1Q31EoFPjP66Mib311FtaWVsEV9dzaglKcvlKH2wZ6Y+lDo0WX45K++eYbSJKEsWPHYsCAAUhJScG5c+dQXFyMpKQk+Pr6AgASEhJgMBg6fB6r1Qqz2dxmIiL30K0gkpmZiczMzDbzOvvm0p/fai5cbcCqT+09GpY+OBqD/DR9sh3qew+NCUNYoA+q6qzYevSi6HJ6xFh1DX/ccxoA8N+psQjyZc+Q9pSUlCAuLg7/+Mc/YDAY4OXlhXnz5sFsNkOn0znWUygUUKlUqK2tbfd5cnJyEBgY6JgiIiL66yUQUS91K4jk5eVh8eLFbeZ19s2lu99qgJ59s5EkCcu36lHf1IrEEcGY8QMehNyZl0qJ2ZNGAADWF5S53UmKkiRh2Yd6WFtsuCdmENLHDhVdksuaNWsWCgsLkZiYCJ1Ohz//+c/YvXs3bDYbNJq2XyZ8fHxQX1/f7vMsXboUJpPJMZWXl/dH+UTkBN0KIlFRN5/x39k3l+5+qwF69s3mYFkN/lVyBV4q9gyRi8wJwzHQW4WTly0oOF0lupxu2Xr0Ir74too9Q3ogKCgINpsNQ4YMQWVlZZtlFosF3t7tjyxpNBoEBAS0mYjIPfT6qhm1Wt3hN5fOlnWkJ99sJui0+PPMu/BiymiMDGXPEDkIHOCFGYn2ELrOjS7lvVrfhFc/to/6LfqPGIwYNFBwRa7t+eefx+bNmx2Pv/76ayiVSowZMwaFhYWO+UajEVarFVqtVkSZRNSHeh1EtFpth99cOlvWkZ58s1EoFEhNGOq49JPk4anJOigVwOenKnHykkV0OV2S88kJVF9rwsjBfnhmSrToclze2LFj8fLLL+Pzzz/H3r17sXDhQsyePRtTp06FyWTChg0bAAC5ublITk6GSsXLn4nkptdBJDExscNvLp0tI7qVCK0vUuKHAADWf+H6bd8PlFbjn0X2EbzsR8bAWy27Nj1O98QTT+DRRx9Fenq6I4D88Y9/hFqtRl5eHp599lmEhobi/fffR25uruhyiagP9PpIOWXKlA6/uXS2jKgrnr7HPsr14ZGLuGJpFFxNx6wtrfjVB/aeIY9NiEDiCIbtrsrJyUFtbS3OnTuHP/zhDxg40P5zVkZGBk6fPo28vDzH1TVEJD/qXj/B9W8uM2fORFZWFlpbW7Fv375bLiPqivGRwRg3PAiHz13FO1+dxfNTR4kuqV1v7ivFmcprGOTnjZdS7hBdjmyEh4cjPJx3KiaSsx6NiEiShBEjRjged/bNhd9qqLdunPvzduFZNDS5XoOz0so6/PmzbwHYe4YE+noJroiIyH30ekTkhs6+ufBbDfXGA3FDEKEdgPKaBmw5ch6zJkaKLsnhRs+QphYb7h05CA/fyZ4hRETdwbPpyOWplAo8Ndnej2Z9QRlsNtdpcLbl8AXsP1MNjVqJ32SMYc8QIqJuYhAht/DTH0TA30eN0qpr+OzkFdHlAABqrjXhte32niGLk0di+G2+gisiInI/DCLkFvw0asycOByA/WZyriDnkxLU1jdjVKi/40Z9RETUPQwi5DZmTxoBtVKBwtIa6C+YhNby1ZlqvHfoPAB7zxAvFT9KREQ9waMnuY2wwAFITQgDAKwTOCpibWnFy9d7hsyaOBzjI4OF1UJE5O4YRMit3LiU9+NvKlBhahBSw5r/O4PSqmsI8dfgv1JGC6mBiEguGETIrcSHByIpSosWm4T8/cZ+3/63V+rw18/OAACWp8UicAB7hhAR9QaDCLmdudfbvm88cA7XrC39tl1JkvDyB8fQ1GrDj0aFYNqYsH7bNhGRXDGIkNv5j9GDETVoICyNLdh8/SZz/eH9Q+dxoKwGPl5KvJoez54hREROwCBCbkepVOCpe+wNzv72ZRla+6HBWXWdFb/5pAQA8Mvk2xGhZc8QIiJnYBAht/STccMQ7OuF8poG7D5+qc+395tPSnC1vhmjh/g7QhAREfUegwi5pQHeKjyeZL/nzLovyvp0W/u/rcKWwxegUAA57BlCRORUPKKS2/r53ZHwVilx6GwtDp+r7ZNtNDa34uUP9fbtJUXiruHsGUJE5EwMIuS2Bvv7IH2s/W636wv6ZlTkr599i7Kqaxjsr8ELD4zqk20QEXkyBhFyazcanO3QV6C8pt6pz/3tFQvW7LP3DPn1w3EI8GHPECIiZ2MQIbc2aog/7h05CDYJ+PuXRqc9r80m4Vdb9GhulfDj0YPxYPwQpz03ERH9G4MIub0bd77959fnYGpodspzvneoHAeNNRjgpcKK9Dj2DCEi6iMMIuT27h05CKNC/XGtqRWbDp7r9fNV1VmR/ckJAMDz99+OYcHsGUJE1FcYRMjtKRQKPH2vvbdH/n4jmlttvXq+1z42wNTQjNiwAMyZPMIJFRIRUUcYREgW0scOxSA/DSpMjfjkWEWPn6fgdCU+PHrR0TNEzZ4hRER9ikdZkgWNWoUn77Y3OFtbUApJ6n7b98bmViy73jPkybtH4M6IIGeWSERE7WAQIdmYlRQJHy8l9BfMOFBW0+2//9Pe0zhbXY8hAT5YMvX2PqiQiIi+j0GEZEM70Bs/GTcMALCumw3OTl224M19pQDsPUP82TOEiKhfMIiQrNy4Id2eE5dRWlnXpb+x9ww5hhabhOQ7QvFAXGhflkhERN/BIEKyEh3ih+Q7BkOSgL992bVRkX8WlaPobC18vdkzhIiovzGIkOzcaPv+/qHzqL3W1Om6VyyNyPmkBACwZOoohAcN6PP6iIjo3xhESHYm6rSIDw9AY7MN7x442+m6r31cAnNjC+LDAxxX3RARUf9hECHZUSgUjrbvb311FtaW1nbX23eqEh8VX4RSAeRMT2DPECIiAXjkJVl6aEwYwgJ9UGmx4qOjF29a3tDUimUfHgMAzJ6kw5hhgf1dIhERgUGEZMpLpcTsSSMAAOu/KLupwdkf955GeU0DwgJ98Dx7hhARCcMgQrKVOWE4BnqrcOKSBV98W+WYf+KSGWs/t/cMWfFwHPw0alElEhF5PAYRkq3AAV6YkRgBAFh7vcHZd3uGPBAXiqlxQ0SWSETk8ZwWRN5++20MHz4cfn5+SE5OhtFoBADo9XokJiYiODgYWVlZPboHCFFPPTVZB6UC+PxUJU5esmDjwXM4fO4qBnqr8OuH40SXR0Tk8ZwSRM6cOYOXX34ZH374IQwGAyIjIzF79mxYrVakpaVh/PjxKCoqgsFgQH5+vjM2SdQlEVpfpMTbRz1+u+skXt95AgDwwgOjEBbIniFERKI5JYgcOXIESUlJGDduHIYPH445c+bg1KlT2LFjB0wmE1atWoXo6GhkZ2dj/fr1ztgkUZc9fY/9Ut5/lVyGpbEFCcMC8cTdI8QWRUREAJwURGJjY7F3714cOXIEJpMJf/nLX3D//fejuLgYSUlJ8PX1BQAkJCTAYDB0+lxWqxVms7nNRNQb4yODMW54EABAqQCyp4+BSsk27kRErsBpQeTRRx/FuHHjEBQUhAMHDmDlypUwm83Q6XSO9RQKBVQqFWprazt8rpycHAQGBjqmiIgIZ5RIHu75+0dBrVRg0Y9HIj6cPUOIiFyFU4JIYWEhtm3bhgMHDsBiseCxxx7DQw89BLVaDY1G02ZdHx8f1NfXd/hcS5cuhclkckzl5eXOKJE83D0jB+HEqyn4RTJ7hhARuRKnBJF//vOfyMzMxIQJE+Dn54fXXnsNpaWl0Gq1qKysbLOuxWKBt7d3h8+l0WgQEBDQZiJyBrZwJyJyPU7p5NTS0tLm5xaLxYJr165BrVajsLDQMd9oNMJqtUKr1Tpjs0REROTmnPIVcfLkydiyZQt+//vfY+PGjcjIyEBoaCgWLVoEk8mEDRs2AAByc3ORnJwMlUrljM0SkcyxDxGR/DkliPzsZz/Diy++iNWrV2P27Nm4evUqtmzZAi8vL+Tl5eHZZ59FaGgo3n//feTm5jpjk0Qkc+xDROQZnBJEFAoFli9fjrNnz6KpqQmHDx/G+PHjAQAZGRk4ffo08vLyUFJSgrg4drMkoltjHyIiz9Avd/sKDw9HeHh4j/72xlAs+4kQiXHjs9ffP4t0pw+R1WqF1Wp1PDaZTAC6ftywWTu+ks/VyPE1AXxd7vS6uvqaunrscPnbjlosFgBgPxEiwSwWCwID+68HS2d9iIKDg9usm5OTgxUrVtz0HHI8bgSuFl1B3+Drch/dfU23Ona4fBAZOnQoysvL4e/vD4Wi426YZrMZERERKC8v5yW/4P5oD/dJW13dH5IkwWKxYOjQof1YHTrtQ/T9ILJ06VI8//zzjsc2mw01NTW47bbbOj1u9BW5vtf4utyL6NfV1WOHywcRpVKJYcOGdXl99h5pi/vjZtwnbXVlf/TnSMgNWq0Wer2+zbyO+hBpNJqbQktQUFBfltclcn2v8XW5F5GvqyvHDnZ4IiKXlJiYyD5ERB6AQYSIXNKUKVPYh4jIA7j8TzNdpdFosHz58puGZz0V98fNuE/acvX9oVarkZeXh5kzZyIrKwutra3Yt2+f6LK6xNX3bU/xdbkXd3ldComtConIhV24cAFFRUWYNGkSQkJCRJdDRE7GIEJERETC8BwRIiIiEoZBhDxGdXU19u/fj6qqKtGlEJEL4bFBLNkEkerqauh0OhiNRtGlCLd161ZERUVBrVZj4sSJKCkpEV2ScJs2bUJMTAyee+45DB8+HJs2bRJdkstISUnhzeScTI7HI7keVzzh2ODqn3FZBJGqqiqkpqbK6kPfU2fOnMGcOXOQm5uLCxcuIDIyEnPnzhVdllBXr17FwoULUVBQgCNHjuDNN9/Eiy++KLosl/Duu+9i165dosuQFTkej+R6XPGEY4M7fMZlEUQyMzORmZkpugyXUFJSguzsbMyYMQOhoaGYP38+ioqKRJcllMViwerVqxEfHw8AuPPOO1FbWyu4KvFqamqwZMkSjBo1SnQpsiLH45FcjytyPza4y2dcFlfNlJaWIioqCgqFAmVlZRgxYoToklzGG2+8gT/96U84fvy46FJcQnNzM55++mkolUqXHqrsD3PmzIGPjw8aGhrwox/9CLNnzxZdkix4wvFIjscVOR4b3OUzLouGZlFRUaJLcElNTU1YuXIlfvnLX4ouxSUUFxfjvvvug7e3N06cOCG6HKE+++wz7NmzB3q9HosWLRJdjqzI/Xgkx+OKHI8N7vQZl8VPM9S+ZcuWwc/PD88884zoUlxCQkIC9uzZg7i4OMyZM0d0OcI0NjZi3rx5WLNmjSxv8EV9S47HFbkdG9ztMy6LERG62aeffoo33ngDhYWF8PLyEl2OS1AoFLjrrruQn5+PyMhI1NbW3nQ7eU/w6quvIjExEdOmTRNdCrkZuR5X5HZscLfPOIOIDJWWlmLWrFlYs2YNYmNjRZcj3N69e7Fjxw789re/BWC/hwkAKJWeOSC4ceNGVFZWIigoCABQX1+PzZs34+DBg/jrX/8qtjhyWXI8rsj12OBun3EGEZlpaGhAamoqMjIykJ6ejrq6OgDAwIEDoVAoBFcnxujRo5GRkYGRI0fiwQcfxLJlyzB16lQEBgaKLk2IgoICtLS0OB6/8MILSEpKctkT2Ug8uR5X5HpscLfPuHvHPrrJrl27UFJSgrVr18Lf398xnT17VnRpwgwdOhTvvfceVq9ejbi4ONTX1+Ptt98WXZYww4YNw4gRIxyTn58fBg0ahEGDBokujVyUXI8rcj02uNtnXBaX7xIREZF74ogIERERCcMgQkRERMIwiBAREZEwDCJEREQkDIMIERERCcMgQkRERMIwiBAREZEwDCJEREQkDIMIERERCcMgQkRERMIwiBAREZEwLn/3XZvNhosXL8Lf39+t7/JI5K4kSYLFYsHQoUPd5vboPG4QidfVY4fLB5GLFy8iIiJCdBlEHq+8vBzDhg0TXUaX8LhB5Dpudexw+SDi7+8PwP5CAgICBFdD5HnMZjMiIiIcn0V3wOMGkXhdPXa4fBC5MawaEBDAAwqRQO70EwePG0Su41bHDpcPItR9rTYJB8tqcMXSiMH+Ppig00KldJ//RIiIyHMwiMjMTn0FVmwzoMLU6JgXFuiD5WmxSIkPE1gZERHRzdzjFHjqkp36Csx/53CbEAIAl0yNmP/OYezUVwiqjIiIqH0MIjLRapOwYpsBUjvLbsxbsc2AVlt7axAREYnBICITB8tqbhoJ+S4JQIWpEQfLavqvKCIiolvgOSIyccXScQjpyXpEchC/fBeUGl/RZRD1GWPuNNEl9BpHRGRisL+PU9cjIiLqDwwiMjFBp0VYoA86ukhXAfvVMxN02v4si4iIqFMMIjKhUiqwPC0WAG4KIzceL0+LZT8RIiJyKQwiMpISH4Y1j4/DkMC2P78MCfTBmsfHsY8IERG5HJ6sKjMp8WG4P3YIO6sSEZFbYBCRIZVSgbujbxNdBhER0S3xpxkiIiIShkGEiIiIhGEQISIiImEYRIiIiEgYBhEicgspKSnIz88XXQYRORmDCBG5vHfffRe7du0SXQYR9QEGESJyaTU1NViyZAlGjRoluhQi6gPsI0JELm3JkiWYPn06GhoaRJdCRH2AIyJE5LI+++wz7NmzB6+//nqn61mtVpjN5jYTEbkHBhEickmNjY2YN28e1qxZg4CAgE7XzcnJQWBgoGOKiIjopyqJqLcYRIjIJb366qtITEzEtGnTbrnu0qVLYTKZHFN5eXk/VEhEztDtIFJdXQ2dTgej0dju8u9fYqfX65GYmIjg4GBkZWVBkqSe1kpEHmTjxo3YunUrgoKCEBQUhI0bN2LBggVYsGDBTetqNBoEBAS0mYjIPXQriFRVVSE1NbXDEPL9S+ysVivS0tIwfvx4FBUVwWAwsA8AEXVJQUEB9Ho9jh49iqNHj+Lhhx/GK6+8gldeeUV0aUTkRN0KIpmZmcjMzGx3WXuX2O3YsQMmkwmrVq1CdHQ0srOzsX79+t5VTEQeYdiwYRgxYoRj8vPzw6BBgzBo0CDRpRGRE3Xr8t28vDxERUXhF7/4xU3L2rvErri4GElJSfD19QUAJCQkwGAwdLoNq9UKq9XqeMyz34kIAEdTiWSqWyMiUVFR7c7v6BI7s9kMnU7neKxQKKBSqVBbW9vhNnj2OxERkefo9VUznV1ip1arodFo2szz8fFBfX19h8/Hs9+JiIg8R687q3Z2iZ1Wq4Ver28zz2KxwNvbu8Pn02g0N4UXIiIikqdeB5GNGzeisrISQUFBAID6+nps3rwZBw8exKOPPop169Y51jUajbBardBqtb3dLBEREclAr4NIQUEBWlpaHI9feOEFJCUlYfbs2QgKCoLJZMKGDRvwxBNPIDc3F8nJyVCpVL3dLBEREclAr4PIsGHD2jz+/iV2eXl5mDlzJrKystDa2op9+/b1dpNEREQkEz0KIp11R/3+JXYZGRk4ffo0ioqKMGnSJISEhPRkk0RERCRDvR4R6Yrw8HCEh4f3x6aIiIjIjfCmd0RERCQMgwgREREJ0y8/zRARiaBf8QDvxEvk4jgiQkRERMIwiBAREZEwDCJEREQkDIMIERERCcMgQkRERMIwiBAREZEwvHyXyAO12iQcLKvBFUsjBvv7YIJOC5VSIbosIvJADCJEHmanvgIrthlQYWp0zAsL9MHytFikxIcJrMz54pfvglLjK7oM6iVj7jTRJVAf4k8zRB5kp74C89853CaEAMAlUyPmv3MYO/UVgiojIk/FIELkIVptElZsM6C9e2ffmLdimwGtto7vrk1E5GwMIkQe4mBZzU0jId8lAagwNeJgWU3/FUVEHo9BhMhDXLF0HEJ6sh4RkTMwiBB5iMH+Pk5dj4jIGRhEiDzEBJ0WYYE+6OgiXQXsV89M0Gn7sywi8nAMIkQeQqVUYHlaLADcFEZuPF6eFst+IkTUrxhEiDxISnwY1jw+DkMC2/78MiTQB2seHye7PiJE5PrY0IzIw6TEh+H+2CHsrEpELoFBhMgDqZQK3B19m+gyiIj40wwRubbq6mrs378fVVVVokshoj7AIEJELmvTpk2IiYnBc889h+HDh2PTpk2iSyIiJ2MQISKXdPXqVSxcuBAFBQU4cuQI3nzzTbz44ouiyyIiJ2MQISKXZLFYsHr1asTHxwMA7rzzTtTW1gquioicjSerEpFLioiIwKxZswAAzc3NWLlyJR555JF217VarbBarY7HZrO5X2okot5jECEil1ZcXIz77rsP3t7eOHHiRLvr5OTkYMWKFf1cGRE5A3+aISKXlpCQgD179iAuLg5z5sxpd52lS5fCZDI5pvLy8n6ukoh6iiMiROTSFAoF7rrrLuTn5yMyMhK1tbUIDg5us45Go4FGoxFUIRH1BkdEiMgl7d27F1lZWY7HarX9e5NSycMWkZxwRISIXNLo0aORkZGBkSNH4sEHH8SyZcswdepUBAYGii6NiJyo218tqqurodPpYDQaHfO2bt2KqKgoqNVqTJw4ESUlJY5ler0eiYmJCA4ORlZWFiRJckrhRCRvQ4cOxXvvvYfVq1cjLi4O9fX1ePvtt0WXRURO1q0gUlVVhdTU1DYh5MyZM5gzZw5yc3Nx4cIFREZGYu7cuQDsl9SlpaVh/PjxKCoqgsFgQH5+vjPrJyIZe+CBB2AwGGA2m/Hee+8hJCREdElE5GTdCiKZmZnIzMxsM6+kpATZ2dmYMWMGQkNDMX/+fBQVFQEAduzYAZPJhFWrViE6OhrZ2dlYv36986onIiIit9atc0Ty8vIQFRWFX/ziF455qampbdY5efIkYmJiANiv/09KSoKvry8A+2V4BoOh022wMREREZHn6NaISFRUVKfLm5qasHLlSixYsACAPUTodDrHcoVCAZVK1Wmb5pycHAQGBjqmiIiI7pRIREREbsSp18EtW7YMfn5+eOaZZwDYL7f7/rX9Pj4+qK+v7/A52JiIiIjIczjt8t1PP/0Ub7zxBgoLC+Hl5QUA0Gq10Ov1bdazWCzw9vbu8HnYmIiIiMhzOGVEpLS0FLNmzcKaNWsQGxvrmJ+YmIjCwkLHY6PRCKvVCq1W64zNEhERkZvrdRBpaGhAamoqMjIykJ6ejrq6OtTV1UGSJEyZMgUmkwkbNmwAAOTm5iI5ORkqlarXhRMREZH76/VPM7t27UJJSQlKSkqwdu1ax/yysjKMGDECeXl5mDlzJrKystDa2op9+/b1dpNEREQkEz0KIt/tjpqRkdFpt9SMjAycPn0aRUVFmDRpEhsSERERkUO/3GsmPDwc4eHh/bEpIiIH/YoHEBAQILoMIuoEb2NJREREwjCIEBERkTAMIkRERCQMgwgREREJwyBCREREwjCIEBERkTAMIkRERCRMv/QRISISIX75Lig1vqLLIJIVY+40pz4fR0SIiIhIGAYRIiIiEoZBhIiIiIRhECEiIiJhGESIiIhIGAYRIiIiEoZBhIiIiIRhECEiIiJhGESIiIhIGAYRIiIiEoZBhIiIiIRhECEil7V161ZERUVBrVZj4sSJKCkpEV0SETkZgwgRuaQzZ85gzpw5yM3NxYULFxAZGYm5c+eKLouInIx33yUil1RSUoLs7GzMmDEDADB//nykpKQIroqInI1BhIhcUmpqapvHJ0+eRExMTLvrWq1WWK1Wx2Oz2dyntRGR8/CnGSJyeU1NTVi5ciUWLFjQ7vKcnBwEBgY6poiIiH6ukIh6ikGEiFzesmXL4Ofnh2eeeabd5UuXLoXJZHJM5eXl/VwhEfUUf5ohIpf26aef4o033kBhYSG8vLzaXUej0UCj0fRzZUTkDBwRISKXVVpailmzZmHNmjWIjY0VXQ4R9QGOiBCRS2poaEBqaioyMjKQnp6Ouro6AMDAgQOhUCgEV0dEzsIRESJySbt27UJJSQnWrl0Lf39/x3T27FnRpRGRE3FEhIhcUkZGBiRJEl0GEfUxjogQERGRMLIYEWm1SThYVoMrlkYM9vfBBJ0WKiV/QyYiInJ13R4Rqa6uhk6ng9FodMzT6/VITExEcHAwsrKy2gyndrbMGXbqK3DP63vx2NpCLN50FI+tLcQ9r+/FTn2FU7dDREREztetIFJVVYXU1NQ2IcRqtSItLQ3jx49HUVERDAYD8vPzb7nMGXbqKzD/ncOoMDW2mX/J1Ij57xxmGCEiInJx3QoimZmZyMzMbDNvx44dMJlMWLVqFaKjo5GdnY3169ffcllvtdokrNhmQHvjKzfmrdhmQKuNJ7sRERG5qm4Fkby8PCxevLjNvOLiYiQlJcHX1xcAkJCQAIPBcMtlHbFarTCbzW2m9hwsq7lpJOS7JAAVpkYcLKvp6ssjIiKiftatIBIVFXXTPLPZDJ1O53isUCigUqlQW1vb6bKOdPXmVVcsHYeQnqxHRERE/a/Xl++q1eqb7vHg4+OD+vr6Tpd1pKs3rxrs79Ol+rq6HhEREfW/XgcRrVaLysrKNvMsFgu8vb07XdYRjUaDgICANlN7Jui0CAv0QUcX6SoAhAXaL+UlIiIi19TrPiKJiYlYt26d47HRaITVaoVWq+10WW+plAosT4vF/HcOQwG0OWn1RjhZnhbLfiJEHky/4oEOv8wQkWvo9YjIlClTYDKZsGHDBgBAbm4ukpOToVKpOl3mDCnxYVjz+DgMCWz788uQQB+seXwcUuLDnLIdIiIi6hu9HhFRq9XIy8vDzJkzkZWVhdbWVuzbt++Wy5wlJT4M98cOYWdVIiIiN9SjIPL97qgZGRk4ffo0ioqKMGnSJISEhHRpmbOolArcHX2b05+XiIiI+pbT7jUTHh6O8PDwbi8jIiIiz8W77xIREZEwDCJEREQkDIMIERERCeO0c0SIiFxN/PJdUGp8RZdBbsaYO010CR6FIyJEREQkDIMIERERCcMgQkRERMIwiBAREZEwDCJEREQkDIMIERERCcMgQkRERMIwiBAREZEwDCJEREQkDIMIERERCcMgQkRERMIwiBCRS6uuroZOp4PRaBRdChH1AQYRInJZVVVVSE1NZQghkjEGESJyWZmZmcjMzBRdBhH1IQYRInJZeXl5WLx4segyiKgPqUUXQETUkaioqC6tZ7VaYbVaHY/NZnNflURETsYRESJyezk5OQgMDHRMERERoksioi5iECEit7d06VKYTCbHVF5eLrokIuoi/jRDRG5Po9FAo9GILoOIeoAjIkRERCQMgwgREREJw59miMjlSZIkugQi6iMcESEiIiJhGESIiIhIGAYRIiIiEoZBhIiIiIRhECEiIiJheNUMeYRWm4SDZTW4YmnEYH8fTNBpoVIqRJdFROTxnDYi8vbbb2P48OHw8/NDcnIyjEYjAECv1yMxMRHBwcHIysriZXjU73bqK3DP63vx2NpCLN50FI+tLcQ9r+/FTn2F6NKIiDyeU4LImTNn8PLLL+PDDz+EwWBAZGQkZs+eDavVirS0NIwfPx5FRUUwGAzIz893xiaJumSnvgLz3zmMClNjm/mXTI2Y/85hhhEiIsGcEkSOHDmCpKQkjBs3DsOHD8ecOXNw6tQp7NixAyaTCatWrUJ0dDSys7Oxfv16Z2yS6JZabRJWbDOgvTG4G/NWbDOg1cZROiIiUZwSRGJjY7F3714cOXIEJpMJf/nLX3D//fejuLgYSUlJ8PX1BQAkJCTAYDB0+lxWqxVms7nNRNQTB8tqbhoJ+S4JQIWpEQfLavqvKCIiasMpJ6vGxsbi0Ucfxbhx4wAAOp0OBw4cQG5uLnQ6nWM9hUIBlUqF2tpaBAcHt/tcOTk5WLFihTPKIg93xdJxCOnJeuR+9CseQEBAgOgyiKgTThkRKSwsxLZt23DgwAFYLBY89thjeOihh6BWq2+6NbePjw/q6+s7fK6lS5fCZDI5pvLycmeUSB5osL+PU9cjIiLnc0oQ+ec//4nMzExMmDABfn5+eO2111BaWgqtVovKyso261osFnh7e3f4XBqNBgEBAW0mop6YoNMiLNAHHV2kqwAQFmi/lJeIiMRwShBpaWnB5cuXHY8tFguuXbsGtVqNwsJCx3yj0Qir1Qqtlgd+6nsqpQLL02IB4KYwcuPx8rRY9hMhIhLIKUFk8uTJ2LJlC37/+99j48aNyMjIQGhoKBYtWgSTyYQNGzYAAHJzc5GcnAyVSuWMzRLdUkp8GNY8Pg5DAtv+/DIk0AdrHh+HlPgwQZURERHgpJNVf/azn+HkyZNYvXo1KioqEB8fjy1btsDLywt5eXmYOXMmsrKy0Nrain379jljk0RdlhIfhvtjh7CzKhGRC1JI/dDq9MKFCygqKsKkSZMQEhLSrb81mUwICgpCeXk5zxchEsBsNiMiIgJXr15FYGCg6HK6hMcNIvG6euzol3vNhIeHIzw8vEd/a7FYAAARERHOLImIuslisbhNEKmurgbA4waRK7jVsaNfRkR6w2az4eLFi/D394dC0fFQ+o3kxW9AdtwfN+M+aaur+0OSJFgsFgwdOhRKpXvcsPvq1asIDg7GuXPn3CY89Sd+FjrGfdO57uyfrh47XP7uu0qlEsOGDevy+rzkty3uj5txn7TVlf3hbv+Z3zjoBQYG8t+6E/wsdIz7pnNd3T9dOXa4x9cbIiIikiUGESIiIhJGNkFEo9Fg+fLlN7WU91TcHzfjPmlLzvtDzq/NGbh/OsZ907m+2D8uf7IqERERyZdsRkSIiIjI/TCIEBERkTAMIuQxqqursX//flRVVYkuhYiIrpNNEKmuroZOp4PRaBRdinBbt25FVFQU1Go1Jk6ciJKSEtElCbdp0ybExMTgueeew/Dhw7Fp0ybRJbmMlJQU5Ofniy6DiDyULIJIVVUVUlNTGUIAnDlzBnPmzEFubi4uXLiAyMhIzJ07V3RZQl29ehULFy5EQUEBjhw5gjfffBMvvvii6LJcwrvvvotdu3aJLsOp9Ho9EhMTERwcjKysLHj6+fgLFy6EQqFwTDExMQA8ez+198W1s/3hafuqvf3T0fsI6P3+kUUQyczMRGZmpugyXEJJSQmys7MxY8YMhIaGYv78+SgqKhJdllAWiwWrV69GfHw8AODOO+9EbW2t4KrEq6mpwZIlSzBq1CjRpTiN1WpFWloaxo8fj6KiIhgMBo8f7Tl06BC2b9+O2tpa1NbW4siRIx69n9r74trZ/vC0fdXRF/v23keAk/aPJANnzpyRJEmSAEhlZWVii3Exa9askWJjY0WX4TKampqkn//859KTTz4puhThZs+eLT377LPSk08+Kf39738XXY5TfPDBB1JwcLB07do1SZIk6ejRo9LkyZMFVyVOc3Oz5O/vL1ksljbzPXk//fjHP5ZWr17d5v+LzvaHp+2r9vZPR+8jSXLO/pHFiEhUVJToElxSU1MTVq5ciQULFoguxSUUFxcjNDQUu3fvxurVq0WXI9Rnn32GPXv24PXXXxddilMVFxcjKSkJvr6+AICEhAQYDAbBVYnzzTffQJIkjB07FgMGDEBKSgrOnTvn0fspLy8PixcvbjOvs/3hafuqvf3T0fsIcM7+kUUQofYtW7YMfn5+eOaZZ0SX4hISEhKwZ88exMXFYc6cOaLLEaaxsRHz5s3DmjVrZHdTL7PZDJ1O53isUCigUqk89qe4kpISxMXF4R//+AcMBgO8vLwwb948j95P7X1x7Wx/eNq+am//dPQ+ApzzmXP5u+9Sz3z66ad44403UFhYCC8vL9HluASFQoG77roL+fn5iIyMRG1tLYKDg0WX1e9effVVJCYmYtq0aaJLcTq1Wn1T62kfHx/U19d75L/1rFmzMGvWLMfjP//5z4iKisLo0aO5n76js/cN31Mdv4/MZrNT9g9HRGSotLQUs2bNwpo1axAbGyu6HOH27t2LrKwsx2O12p6/b9wq3tNs3LgRW7duRVBQEIKCgrBx40YsWLBAFj/habVaVFZWtplnsVjg7e0tqCLXEhQUBJvNhiFDhnA/fUdn7xu+p252431UUVHhlP3jmUdiGWtoaEBqaioyMjKQnp6Ouro61NXVyf5ys86MHj0ab775JvLy8lBeXo6XXnoJU6dORWBgoOjShCgoKIBer8fRo0dx9OhRPPzww3jllVfwyiuviC6t1xITE1FYWOh4bDQaYbVaodVqBVYlzvPPP4/Nmzc7Hn/99ddQKpUYM2YM99N3dPa+4Xuq4/dRRESEc/ZP786vdS3gVTPSBx98IAG4afL0/bJz507pjjvukPz9/aVHH31UunLliuiSXIacrpppbm6WQkJCpLfeekuSJEmaN2+elJqaKrgqcd566y0pJiZG2rdvn7Rnzx5p9OjR0lNPPcX9JEk3XRXS0f7w1H313f3T0ftIkpyzf2QVRIiIPvjgA2nAgAHS4MGDpdtuu03S6/WiSxLqpZdekoKCgqSIiAhp0aJFUl1dnSRJ3E/f/4LW2f7wxH31/f3T0ftIknq/fxTXN0hEJBsXLlxAUVERJk2ahJCQENHluCzup7Y62x/cV53rzf5hECEiIiJheLIqERERCcMgQkRERMIwiBAREZEwDCJEREQkDIMIERERCcMgQkRERMIwiBAREZEwDCJEREQkDIMIERERCfP/AyYJ+ie8Vby6AAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 112
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T09:12:55.800383Z",
     "start_time": "2025-10-17T09:12:54.666710Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 分析案列： 温度分析\n",
    "#1.导入库\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "#2.导入数据\n",
    "df = pd.read_csv('data/weather.csv')\n",
    "df.head()"
   ],
   "id": "285c626cf2b29d26",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         date  precipitation  temp_max  temp_min  wind  weather\n",
       "0  2012-01-01            0.0      12.8       5.0   4.7  drizzle\n",
       "1  2012-01-02           10.9      10.6       2.8   4.5     rain\n",
       "2  2012-01-03            0.8      11.7       7.2   2.3     rain\n",
       "3  2012-01-04           20.3      12.2       5.6   4.7     rain\n",
       "4  2012-01-05            1.3       8.9       2.8   6.1     rain"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>precipitation</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>wind</th>\n",
       "      <th>weather</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>drizzle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012-01-02</td>\n",
       "      <td>10.9</td>\n",
       "      <td>10.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.5</td>\n",
       "      <td>rain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012-01-03</td>\n",
       "      <td>0.8</td>\n",
       "      <td>11.7</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>rain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-01-04</td>\n",
       "      <td>20.3</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.7</td>\n",
       "      <td>rain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012-01-05</td>\n",
       "      <td>1.3</td>\n",
       "      <td>8.9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>rain</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 113
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T09:29:04.519183Z",
     "start_time": "2025-10-17T09:29:04.257079Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#绘制气温的趋势变化图\n",
    "df['date'] = pd.to_datetime(df['date'])\n",
    "df = df[df['date'].dt.year==2015]\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(df['date'],df['temp_max'],label='最高气温')\n",
    "plt.plot(df['date'],df['temp_min'],label='最低气温')\n",
    "plt.title('2015年气温趋势变化图')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('气温')\n",
    "plt.legend()"
   ],
   "id": "b96909a2036770a1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1bd9aee8d30>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\develop_tools\\anaconda3\\envs\\pyth312\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\develop_tools\\anaconda3\\envs\\pyth312\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 122
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T09:31:31.401871Z",
     "start_time": "2025-10-17T09:31:31.164943Z"
    }
   },
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1bd9a3e7cf8>"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 124,
   "source": [
    "df['temp_mean'] = (df['temp_max'] + df['temp_min']) / 2\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(df['date'],df['temp_mean'],label='平均气温')\n",
    "plt.title('2015年气温趋势变化图')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('气温')\n",
    "plt.legend()"
   ],
   "id": "d748390aca451b5a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-17T09:32:43.263807Z",
     "start_time": "2025-10-17T09:32:43.078983Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#绘制降水量的直方图\n",
    "plt.hist(df['precipitation'],bins=5)"
   ],
   "id": "aa11b3dfd86e3160",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([334.,  15.,  13.,   0.,   3.]),\n",
       " array([ 0.  , 11.18, 22.36, 33.54, 44.72, 55.9 ]),\n",
       " <BarContainer object of 5 artists>)"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 125
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
